{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## alexnet网络"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.optim as optim\n",
    "from torchvision import datasets,transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import torchvision"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T06:34:20.516628900Z",
     "start_time": "2023-11-14T06:34:20.508644800Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 导入alexnet"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AlexNet(\n",
      "  (features): Sequential(\n",
      "    (0): Conv2d(3, 64, kernel_size=(11, 11), stride=(4, 4), padding=(2, 2))\n",
      "    (1): ReLU(inplace=True)\n",
      "    (2): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (3): Conv2d(64, 192, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2))\n",
      "    (4): ReLU(inplace=True)\n",
      "    (5): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (6): Conv2d(192, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (7): ReLU(inplace=True)\n",
      "    (8): Conv2d(384, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (9): ReLU(inplace=True)\n",
      "    (10): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (11): ReLU(inplace=True)\n",
      "    (12): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  )\n",
      "  (avgpool): AdaptiveAvgPool2d(output_size=(6, 6))\n",
      "  (classifier): Sequential(\n",
      "    (0): Dropout(p=0.5, inplace=False)\n",
      "    (1): Linear(in_features=9216, out_features=4096, bias=True)\n",
      "    (2): ReLU(inplace=True)\n",
      "    (3): Dropout(p=0.5, inplace=False)\n",
      "    (4): Linear(in_features=4096, out_features=4096, bias=True)\n",
      "    (5): ReLU(inplace=True)\n",
      "    (6): Linear(in_features=4096, out_features=1000, bias=True)\n",
      "  )\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "alexnet =torchvision.models.alexnet(pretrained=True)\n",
    "print(alexnet)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T08:45:16.601524900Z",
     "start_time": "2023-11-14T08:45:15.779527800Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    ">- 注意:AdaptiveAvgPool2d(自适应平均池化)，指定输出(H,W)的固定尺寸。alexnet网络中利用该函数调整每张图片的维度大小，本模型中主要负责将每张图片属性的大小固定在9216."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "alexnet网络主要有八层，其中前5层主要是卷积层,后三层为全连接层，前五层(卷积层)的通道数变化过程为:3(输入)->64->192->384->256->256(输出),后三层的神经元数量变化过程为(9216(输入)->4096->4096->1000).请注意在前两个全连接层的前面都有随机失活层,从而减少过拟合现象的发生.此外,该网络的前七层后面都有激活函数(Relu)从而增强了模型的表达能力"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "for p in alexnet.parameters():\n",
    "    p.requires_grad = False\n",
    "alexnet.classifier = nn.Sequential(\n",
    "    nn.Dropout(0.5,inplace=False),\n",
    "    nn.Linear(9216,4096,bias=True),\n",
    "    nn.ReLU(inplace=True),\n",
    "    nn.Dropout(p=0.5,inplace=False),\n",
    "    nn.Linear(4096,4096,bias=True),\n",
    "    nn.ReLU(True),\n",
    "    nn.Linear(4096,2,bias=True)\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T08:45:22.458536200Z",
     "start_time": "2023-11-14T08:45:22.017590300Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 导入数据"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "(55, 14)"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_path = 'F:/图像识别数据集/archive'\n",
    "data_transform ={\n",
    "    'train':transforms.Compose([\n",
    "        transforms.Resize(230),\n",
    "        transforms.CenterCrop(224),\n",
    "        transforms.RandomHorizontalFlip(),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize((0.5,0.5,0.5),(0.5,0.5,0.5))\n",
    "    ]),\n",
    "    'test':transforms.Compose([\n",
    "        transforms.Resize(230),\n",
    "        transforms.CenterCrop(224),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize((0.5,0.5,0.5),(0.5,0.5,0.5))\n",
    "    ])\n",
    "}\n",
    "\n",
    "trainset = datasets.ImageFolder(os.path.join(data_path,'train'),transform=data_transform['train'])\n",
    "testset = datasets.ImageFolder(os.path.join(data_path,'val'),transform=data_transform['test'])\n",
    "\n",
    "train_loader = torch.utils.data.DataLoader(trainset,shuffle=True,batch_size=5,num_workers=4)\n",
    "test_loader = torch.utils.data.DataLoader(testset,shuffle=True,batch_size=5,num_workers=4)\n",
    "len(train_loader),len(test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T07:34:37.018194300Z",
     "start_time": "2023-11-14T07:34:36.939137600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [],
   "source": [
    "def imshow(inputs):\n",
    "    inputs = inputs/2+0.5\n",
    "    inputs = inputs.numpy().transpose(1,2,0)\n",
    "    plt.imshow(inputs)\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T07:41:24.368381600Z",
     "start_time": "2023-11-14T07:41:24.355384700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "小猫\n",
      "小猫\n",
      "小狗\n",
      "小狗\n",
      "小猫\n"
     ]
    }
   ],
   "source": [
    "class_names = ['小猫','小狗']\n",
    "inputs,labels = next(iter(test_loader))\n",
    "imshow(torchvision.utils.make_grid(inputs))\n",
    "for i in labels.numpy():\n",
    "    print(class_names[i])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T08:25:30.451351500Z",
     "start_time": "2023-11-14T08:25:25.081693100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "outputs": [],
   "source": [
    "def train_loop(model,loss_fn,optimizer,n_epochs,train_loader):\n",
    "    for epoch in range(1,n_epochs+1):\n",
    "        loss_train = 0.0\n",
    "        for i,data in enumerate(train_loader,1):\n",
    "            imgs,labels = data\n",
    "            imgs,labels = imgs.cuda(),labels.cuda()\n",
    "            outputs = model(imgs)\n",
    "            loss = loss_fn(outputs,labels)\n",
    "            optimizer.zero_grad()\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            loss_train+=loss.item()\n",
    "            if i%5 ==0:\n",
    "                print('Epoch:{}, i:{}, 训练损失:{}'.format(epoch,i,loss_train/25))\n",
    "                loss_train = 0.0"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T08:44:47.741950100Z",
     "start_time": "2023-11-14T08:44:47.731657500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:1, i:5, 训练损失:0.04378404327202588\n",
      "Epoch:1, i:10, 训练损失:0.014962551752105355\n",
      "Epoch:1, i:15, 训练损失:0.018439617510448442\n",
      "Epoch:1, i:20, 训练损失:0.018518502106890083\n",
      "Epoch:1, i:25, 训练损失:0.02474148394947406\n",
      "Epoch:1, i:30, 训练损失:0.06418231490431936\n",
      "Epoch:1, i:35, 训练损失:0.03577715840190649\n",
      "Epoch:1, i:40, 训练损失:0.0686842928826809\n",
      "Epoch:1, i:45, 训练损失:0.08022045253135729\n",
      "Epoch:1, i:50, 训练损失:0.06470247918739915\n",
      "Epoch:1, i:55, 训练损失:0.019746275451034308\n",
      "Epoch:2, i:5, 训练损失:0.004295231183059514\n",
      "Epoch:2, i:10, 训练损失:0.009525718139484525\n",
      "Epoch:2, i:15, 训练损失:0.0013905770058045164\n",
      "Epoch:2, i:20, 训练损失:0.007340196650475263\n",
      "Epoch:2, i:25, 训练损失:0.0321804100292502\n",
      "Epoch:2, i:30, 训练损失:0.010922553822601912\n",
      "Epoch:2, i:35, 训练损失:0.007017229972407221\n",
      "Epoch:2, i:40, 训练损失:0.002218302268302068\n",
      "Epoch:2, i:45, 训练损失:0.00534518800675869\n",
      "Epoch:2, i:50, 训练损失:0.00927255163434893\n",
      "Epoch:2, i:55, 训练损失:0.0009572212974308059\n"
     ]
    }
   ],
   "source": [
    "loss_fn = nn.CrossEntropyLoss()\n",
    "optimizer= optim.SGD(alexnet.parameters(),lr=0.001,momentum=0.9)\n",
    "train_loop(model=alexnet.cuda(),loss_fn=loss_fn,optimizer=optimizer,train_loader=train_loader,n_epochs=2)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T08:48:09.491631400Z",
     "start_time": "2023-11-14T08:47:55.148002300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [],
   "source": [
    "def test_loop(model,test_loader):\n",
    "    correct = 0\n",
    "    total = 0\n",
    "    with torch.no_grad():\n",
    "        for imgs,labels in test_loader:\n",
    "            imgs,labels = imgs.cuda(),labels.cuda()\n",
    "            outputs = model(imgs)\n",
    "            _,preds = torch.max(outputs,dim=1)\n",
    "            correct+=int((labels==preds).sum())\n",
    "            total += labels.shape[0]\n",
    "    print('精度:{:.3f}%'.format(correct/total*100))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T08:48:59.495043100Z",
     "start_time": "2023-11-14T08:48:59.477686100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "精度:95.714%\n"
     ]
    }
   ],
   "source": [
    "test_loader = torch.utils.data.DataLoader(testset,shuffle=True,batch_size=5,num_workers=4)\n",
    "test_loop(alexnet.cuda().eval(),test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T08:49:07.008580200Z",
     "start_time": "2023-11-14T08:49:01.716589600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [],
   "source": [
    "def predict(model,inputs,class_names):\n",
    "    outputs = model(inputs.cuda())\n",
    "    _,preds = torch.max(outputs,dim=1)\n",
    "    for i in preds.cpu().numpy():\n",
    "        print(class_names[i])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T08:24:58.002047Z",
     "start_time": "2023-11-14T08:24:57.988763900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "小猫\n",
      "小猫\n",
      "小狗\n",
      "小狗\n",
      "小猫\n"
     ]
    }
   ],
   "source": [
    "imshow(torchvision.utils.make_grid(inputs))\n",
    "predict(alexnet.cuda().eval(),inputs,class_names)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-14T08:49:15.985362400Z",
     "start_time": "2023-11-14T08:49:15.609375800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
